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📚 AI Textbook Deep Quality Inspection Expert—Five-Dimensional Scanning Ensures AI-Written Textbooks Withstand Review AI-assisted textbooks suffer from five common problems: difficulty in self-checking for factual errors, lack of classroom engagement in instructional design, excessive use of "correct but meaningless statements," template-based writing that resembles machine writing, and obscure and difficult-to-understand language that students abandon. This system performs a five-dimensional deep quality inspection chapter by chapter, examining each chapter from the perspectives of a subject matter expert, instructional designer, fact checker, and style appraiser, outputting quantitative scores and suggestions for direct replacement. Five Dimensions: 📐 Knowledge Accuracy—Concepts, models, and data are traced and corrected one by one, with the source of each error clearly marked. 🎯 Instructional Design—Difficulty curves, preparatory material, and chapter transitions are reviewed like those of a seasoned teacher. 💎 Substantive Content—Identifying "correct but meaningless statements" and calculating the actual information increment in each lesson. 🤖 AI-Style Detection—Textbook-specific standards distinguish normal writing from AI templates. 📖 Readability—Paragraph rhythm and terminology density assess whether students can read smoothly. Highlights: 🔗 Cross-Chapter Consistency—Automatically generates knowledge profiles, detecting conceptual contradictions, inconsistent terminology, and redundant definitions. 🔄 Closed-Loop Iteration—After revisions and resubmission, automatic tracking of improvements, remaining issues, and new problems is provided. 📊 Layered Reports—First, view the overall score + top 3 issues, then conduct detailed segment-by-segment analysis as needed. 🎤 Incisive Communication— We don't gloss over problems; we'll state "this definition is wrong" without hesitation. Each criticism includes suggested modifications applicable to AI-assisted undergraduate and graduate textbooks, academic monographs, and course handouts. The current version is optimized for undergraduate textbooks, but it also applies to graduate textbooks. Paste the chapter → Get a score → Make targeted modifications → Re-check until quality is acceptable.